Deepak Mehta·Oct 25Broad Categories of Machine-Learning Models: Supervised Learning Models — Part eArticle 2e of 25 — Regression Model Families
Sandorellana·Oct 10“Average of Ratios or Ratio of Averages?” Why Your iROAS Depends on Who’s AskingLets imagine a hypothetical scenario: two marketing analysts measure the same geo experiment. Same regions, same budget cut, same data set…A response icon1A response icon1
Ivone Atieno·Jul 24DESCRIPTIVE VS.Any time you’ve been in a meeting, and seen someone say, “the data shows x,” you’ve probably witnessed either one of two distinct…
Tayyaba·Jul 17Math Concepts That Every Agentic AI Builder Should Actually UnderstandMost beginners jump straight into LangChain, LangGraph, or agent-building frameworks and get lost the moment they hit terms like embedding…
InData And BeyondbyDebisree Ray·Jul 7The Law of Large Numbers: Why Averages Can Be TrustedPart 1 of a series on the two pillars of probability theoryA response icon2A response icon2
Shaima·Jun 11Statistical Machine Learning: Episode 1 — An Introduction to Statistical LearningWhat is Statistical Learning?
Aram·May 27Unsupervised learning: ClusteringUnsupervised learning does not require response variables. It aims to explore the data structure and discover potential structures without…
Abdulqoyyum Aileru·May 25Empirical Risk Minimization: From Intuition to a Proof of Generalization for Finite Hypothesis…Let’s take a quick dive into the statistical learning framework behind machine learning to understand where the need for ERM naturally…A response icon1A response icon1
Prakul Hiremath·Apr 25The AI Industry Has a $100 Billion Blind Spot. And It Ships With Every Model You Deploy.Your benchmark scores are not lying to you. They are just not telling you the whole truth. There is a difference. And in production, that…
Michael Leznik·Apr 2Precision, Recall, and the Two Ways of Being Wrong: A Statistical Story ML Practitioners Rarely…There is a quiet moment that happens in almost every machine learning project. The model is trained, the metrics are computed, and someone…